{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import importlib\n",
    "import os\n",
    "\n",
    "from dotenv import load_dotenv\n",
    "\n",
    "import art.utils.benchmarking.charts\n",
    "from art.utils.benchmarking.charts import (\n",
    "    percentage_comparison_bar_chart,\n",
    "    training_progress_chart,\n",
    ")\n",
    "from art.utils.benchmarking.load_trajectories import load_trajectories\n",
    "from art.utils.benchmarking.types import BenchmarkModelKey\n",
    "from art.utils.get_repo_root_path import get_repo_root_path\n",
    "from art.utils.s3 import pull_model_from_s3\n",
    "\n",
    "importlib.reload(art.utils.benchmarking.charts)\n",
    "\n",
    "load_dotenv()\n",
    "\n",
    "project_name = \"2048\"\n",
    "\n",
    "PULL_MODELS = False\n",
    "if PULL_MODELS:\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"003\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4o\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4.1\",\n",
    "        project=project_name,\n",
    "    )\n",
    "    await pull_model_from_s3(\n",
    "        model_name=\"gpt-4o-mini\",\n",
    "        project=project_name,\n",
    "    )\n",
    "\n",
    "# await load_trajectories.bust_cache()\n",
    "df = await load_trajectories(\n",
    "    project_name=project_name,\n",
    "    models=[\"tutorial-001\", \"gpt-4o\", \"gpt-4.1\", \"gpt-4o-mini\"],\n",
    ")\n",
    "\n",
    "benchmarks_dir = f\"{get_repo_root_path()}/assets/benchmarks/{project_name}\"\n",
    "\n",
    "os.makedirs(benchmarks_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "line_graph = training_progress_chart(\n",
    "    df,\n",
    "    \"win\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"tutorial-001\", \"tutorial-001\", \"train\"),\n",
    "        BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"gpt-4o-mini\", \"GPT-4o-mini\"),\n",
    "    ],\n",
    "    title=\"Win Rate over Time\",\n",
    "    y_label=\"Win Rate\",\n",
    ")\n",
    "line_graph.savefig(f\"{benchmarks_dir}/accuracy-training-progress.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_chart = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"win\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"tutorial-001\", \"tutorial-001\", \"train\"),\n",
    "        BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "        BenchmarkModelKey(\"gpt-4o-mini\", \"GPT-4o-mini\"),\n",
    "    ],\n",
    "    title=\"Percentage of Games Won\",\n",
    ")\n",
    "bar_chart.savefig(f\"{benchmarks_dir}/accuracy-comparison.svg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
